Pandas Profiling Report

Dataset statistics

Number of variables	156
Number of observations	5012
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	6.0 MiB
Average record size in memory	1.2 KiB

Variable types

BOOL	144
NUM	12

Warnings

`df_index` has unique values	Unique
`number` has 4524 (90.3%) zeros	Zeros

Reproduction

Analysis started	2020-10-29 00:56:27.667946
Analysis finished	2020-10-29 01:01:08.056191
Duration	4 minutes and 40.39 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

df_index
Real number (ℝ_≥0)

UNIQUE

Distinct	5012
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3584.904828
Minimum	0
Maximum	7159
Zeros	1
Zeros (%)	< 0.1%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	371.1
Q1	1828.75
median	3592
Q3	5351.25
95-th percentile	6778.45
Maximum	7159
Range	7159
Interquartile range (IQR)	3522.5

Descriptive statistics

Standard deviation	2046.568912
Coefficient of variation (CV)	0.5708851447
Kurtosis	-1.18181302
Mean	3584.904828
Median Absolute Deviation (MAD)	1761.5
Skewness	-0.01039062066
Sum	17967543
Variance	4188444.31
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2047	1	< 0.1%
2700	1	< 0.1%
6786	1	< 0.1%
645	1	< 0.1%
4743	1	< 0.1%
2696	1	< 0.1%
649	1	< 0.1%
6794	1	< 0.1%
4747	1	< 0.1%
653	1	< 0.1%
Other values (5002)	5002	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Value	Count	Frequency (%)
7159	1	< 0.1%
7158	1	< 0.1%
7157	1	< 0.1%
7156	1	< 0.1%
7155	1	< 0.1%

previous_endocarditis_0
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	4856
0	156

Common Values
Chart

Value	Count	Frequency (%)
1	4856	96.9%
0	156	3.1%

singlevalvulopathy_aoi
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4652
1	360

Common Values
Chart

Value	Count	Frequency (%)
0	4652	92.8%
1	360	7.2%

redo_a_bioproth_dot__failure
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4929
1	83

Common Values
Chart

Value	Count	Frequency (%)
0	4929	98.3%
1	83	1.7%

ascendingaortasurgery_bentall_bio_plus_fop
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	5011
1	1

Common Values
Chart

Value	Count	Frequency (%)
0	5011	> 99.9%
1	1	< 0.1%

genderpat_a_1
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	3394
1	1618

Common Values
Chart

Value	Count	Frequency (%)
0	3394	67.7%
1	1618	32.3%

congenitalheartdisease_0
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	4945
0	67

Common Values
Chart

Value	Count	Frequency (%)
1	4945	98.7%
0	67	1.3%

ascendingaortasurgery_no
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	4551
0	461

Common Values
Chart

Value	Count	Frequency (%)
1	4551	90.8%
0	461	9.2%

cabg_0
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	2591
0	2421

Common Values
Chart

Value	Count	Frequency (%)
1	2591	51.7%
0	2421	48.3%

aortic_homograft
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4999
1	13

Common Values
Chart

Value	Count	Frequency (%)
0	4999	99.7%
1	13	0.3%

coronary_artery_disease_non_stemi
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4503
1	509

Common Values
Chart

Value	Count	Frequency (%)
0	4503	89.8%
1	509	10.2%

coronary_artery_disease_no
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	3074
0	1938

Common Values
Chart

Value	Count	Frequency (%)
1	3074	61.3%
0	1938	38.7%

ulcer_0
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	4795
0	217

Common Values
Chart

Value	Count	Frequency (%)
1	4795	95.7%
0	217	4.3%

tricuspid_1
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4501
1	511

Common Values
Chart

Value	Count	Frequency (%)
0	4501	89.8%
1	511	10.2%

nyhaclass_2
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4536
1	476

Common Values
Chart

Value	Count	Frequency (%)
0	4536	90.5%
1	476	9.5%

etiology_congenital
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4819
1	193

Common Values
Chart

Value	Count	Frequency (%)
0	4819	96.1%
1	193	3.9%

aortic_no
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	3110
0	1902

Common Values
Chart

Value	Count	Frequency (%)
1	3110	62.1%
0	1902	37.9%

etiology_rheumatic
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4559
1	453

Common Values
Chart

Value	Count	Frequency (%)
0	4559	91.0%
1	453	9.0%

angorclasseccs_0
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	3751
0	1261

Common Values
Chart

Value	Count	Frequency (%)
1	3751	74.8%
0	1261	25.2%

others_others
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4952
1	60

Common Values
Chart

Value	Count	Frequency (%)
0	4952	98.8%
1	60	1.2%

number
Real number (ℝ_≥0)

ZEROS

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1266959298
Minimum	0
Maximum	5
Zeros	4524
Zeros (%)	90.3%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4290741041
Coefficient of variation (CV)	3.38664474
Kurtosis	20.62252195
Mean	0.1266959298
Median Absolute Deviation (MAD)	0
Skewness	4.135016146
Sum	635
Variance	0.1841045868
Monotocity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	4524	90.3%
1	373	7.4%
2	87	1.7%
3	25	0.5%
4	2	< 0.1%
5	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4524	90.3%
1	373	7.4%
2	87	1.7%
3	25	0.5%
4	2	< 0.1%

Value	Count	Frequency (%)
5	1	< 0.1%
4	2	< 0.1%
3	25	0.5%
2	87	1.7%
1	373	7.4%

coronary_artery_disease_stable_angina
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4115
1	897

Common Values
Chart

Value	Count	Frequency (%)
0	4115	82.1%
1	897	17.9%

dyslipidemia_1
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	2523
0	2489

Common Values
Chart

Value	Count	Frequency (%)
1	2523	50.3%
0	2489	49.7%

ascendingaortasurgery_bentall_bio_plus_plast
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	5011
1	1

Common Values
Chart

Value	Count	Frequency (%)
0	5011	> 99.9%
1	1	< 0.1%

previousembolicevent_stroke
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4825
1	187

Common Values
Chart

Value	Count	Frequency (%)
0	4825	96.3%
1	187	3.7%

lvef
Real number (ℝ_≥0)

Distinct	72
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	57.82647085
Minimum	10
Maximum	89
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	10
5-th percentile	35
Q1	50
median	60
Q3	66
95-th percentile	75
Maximum	89
Range	79
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	11.93577847
Coefficient of variation (CV)	0.2064068289
Kurtosis	0.5227325273
Mean	57.82647085
Median Absolute Deviation (MAD)	7
Skewness	-0.6856468813
Sum	289826.2719
Variance	142.4628078
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60	1009	20.1%
55	493	9.8%
70	452	9.0%
50	429	8.6%
65	306	6.1%
45	248	4.9%
40	178	3.6%
35	112	2.2%
30	102	2.0%
67	87	1.7%
Other values (62)	1596	31.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10	1	< 0.1%
15	1	< 0.1%
17	1	< 0.1%
20	31	0.6%
22	3	0.1%

Value	Count	Frequency (%)
89	1	< 0.1%
88	2	< 0.1%
87	1	< 0.1%
86	3	0.1%
85	5	0.1%

coronary_artery_disease_stemi
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4480
1	532

Common Values
Chart

Value	Count	Frequency (%)
0	4480	89.4%
1	532	10.6%

others_dot_1_tumor
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4969
1	43

Common Values
Chart

Value	Count	Frequency (%)
0	4969	99.1%
1	43	0.9%

activeendocarditis_1
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4794
1	218

Common Values
Chart

Value	Count	Frequency (%)
0	4794	95.7%
1	218	4.3%

singlevalvulopathy_org_mr
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4460
1	552

Common Values
Chart

Value	Count	Frequency (%)
0	4460	89.0%
1	552	11.0%

criticalpreoperativestate_a_0
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	4863
0	149

Common Values
Chart

Value	Count	Frequency (%)
1	4863	97.0%
0	149	3.0%

ascendingaortasurgery_ascending_aorta_less_cabg
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	5010
1	2

Common Values
Chart

Value	Count	Frequency (%)
0	5010	> 99.9%
1	2	< 0.1%

clearance
Real number (ℝ_≥0)

Distinct	4660
Distinct (%)	93.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	77.59136285
Minimum	5.85755511
Maximum	262.728
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	5.85755511
5-th percentile	30.26634496
Q1	54.83518079
median	74.46888512
Q3	96.81726662
95-th percentile	135.3333434
Maximum	262.728
Range	256.8704449
Interquartile range (IQR)	41.98208583

Descriptive statistics

Standard deviation	32.45095479
Coefficient of variation (CV)	0.4182289574
Kurtosis	1.068477931
Mean	77.59136285
Median Absolute Deviation (MAD)	20.81742631
Skewness	0.6898220215
Sum	388887.9106
Variance	1053.064467
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
77.18585061	23	0.5%
108.24	8	0.2%
98.4	8	0.2%
88.56	7	0.1%
110.7	6	0.1%
92.25	6	0.1%
94.71	6	0.1%
64.575	5	0.1%
86.1	4	0.1%
62.61818182	4	0.1%
Other values (4650)	4935	98.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5.85755511	1	< 0.1%
5.858530806	1	< 0.1%
5.939459459	1	< 0.1%
6.060314136	1	< 0.1%
6.816727273	2	< 0.1%

Value	Count	Frequency (%)
262.728	1	< 0.1%
248.46	1	< 0.1%
247.8222222	1	< 0.1%
239.0885714	1	< 0.1%
228.8	1	< 0.1%

weightofproc_isolated_cabg
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	3128
1	1884

Common Values
Chart

Value	Count	Frequency (%)
0	3128	62.4%
1	1884	37.6%

previous_cardiac_failure_1
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4226
1	786

Common Values
Chart

Value	Count	Frequency (%)
0	4226	84.3%
1	786	15.7%

arterial_hypertension_1
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	2807
0	2205

Common Values
Chart

Value	Count	Frequency (%)
1	2807	56.0%
0	2205	44.0%

angorclasseccs_2
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4295
1	717

Common Values
Chart

Value	Count	Frequency (%)
0	4295	85.7%
1	717	14.3%

extracardiac_arteriopathy_a_0
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	4323
0	689

Common Values
Chart

Value	Count	Frequency (%)
1	4323	86.3%
0	689	13.7%

previous_cardiac_surgery_combined
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4990
1	22

Common Values
Chart

Value	Count	Frequency (%)
0	4990	99.6%
1	22	0.4%

etiology_endocarditis
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4761
1	251

Common Values
Chart

Value	Count	Frequency (%)
0	4761	95.0%
1	251	5.0%

acs_different___less_than__7_d
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	4238
0	774

Common Values
Chart

Value	Count	Frequency (%)
1	4238	84.6%
0	774	15.4%

redo_a_cabg
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4990
1	22

Common Values
Chart

Value	Count	Frequency (%)
0	4990	99.6%
1	22	0.4%

previousembolicevent_no
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	4711
0	301

Common Values
Chart

Value	Count	Frequency (%)
1	4711	94.0%
0	301	6.0%

nyhaclass_4
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	3518
1	1494

Common Values
Chart

Value	Count	Frequency (%)
0	3518	70.2%
1	1494	29.8%

diabetes__status_no
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	3766
0	1246

Common Values
Chart

Value	Count	Frequency (%)
1	3766	75.1%
0	1246	24.9%

diabetesoninsulin_1
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4617
1	395

Common Values
Chart

Value	Count	Frequency (%)
0	4617	92.1%
1	395	7.9%

bmi
Real number (ℝ_≥0)

Distinct	1716
Distinct (%)	34.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	26.55318672
Minimum	11.97954711
Maximum	50.21913806
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	11.97954711
5-th percentile	19.72318339
Q1	23.51020408
median	26.06167931
Q3	29.06879615
95-th percentile	34.97883031
Maximum	50.21913806
Range	38.23959094
Interquartile range (IQR)	5.558592069

Descriptive statistics

Standard deviation	4.650184522
Coefficient of variation (CV)	0.1751271729
Kurtosis	1.328637304
Mean	26.55318672
Median Absolute Deviation (MAD)	2.740497954
Skewness	0.7416392799
Sum	133084.5718
Variance	21.62421609
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24.22145329	38	0.8%
25.95155709	33	0.7%
27.6816609	32	0.6%
24.48979592	27	0.5%
24.69135802	26	0.5%
25.71166208	25	0.5%
23.4375	22	0.4%
27.54820937	22	0.4%
31.25	21	0.4%
25.390625	20	0.4%
Other values (1706)	4746	94.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
11.97954711	1	< 0.1%
14.42960616	1	< 0.1%
14.60505497	1	< 0.1%
15.05970096	1	< 0.1%
15.36970831	1	< 0.1%

Value	Count	Frequency (%)
50.21913806	1	< 0.1%
49.6031746	1	< 0.1%
48.48783695	1	< 0.1%
48.45679012	1	< 0.1%
47.83950617	1	< 0.1%

nyhaclass_1
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	3937
1	1075

Common Values
Chart

Value	Count	Frequency (%)
0	3937	78.6%
1	1075	21.4%

singlevalvulopathy_mitral_stenosis
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4753
1	259

Common Values
Chart

Value	Count	Frequency (%)
0	4753	94.8%
1	259	5.2%

mitral_mechanical
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4534
1	478

Common Values
Chart

Value	Count	Frequency (%)
0	4534	90.5%
1	478	9.5%

triscupid_mechanical
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	5009
1	3

Common Values
Chart

Value	Count	Frequency (%)
0	5009	99.9%
1	3	0.1%

mitral_bioprosthesis
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4634
1	378

Common Values
Chart

Value	Count	Frequency (%)
0	4634	92.5%
1	378	7.5%

cirrhosis_no
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	4963
0	49

Common Values
Chart

Value	Count	Frequency (%)
1	4963	99.0%
0	49	1.0%

singlevalvulopathy_no
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	2584
0	2428

Common Values
Chart

Value	Count	Frequency (%)
1	2584	51.6%
0	2428	48.4%

aortic_bioprosthesis
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	3831
1	1181

Common Values
Chart

Value	Count	Frequency (%)
0	3831	76.4%
1	1181	23.6%

redo_a_yes
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	5006
1	6

Common Values
Chart

Value	Count	Frequency (%)
0	5006	99.9%
1	6	0.1%

singlevalvulopathy_fctl_mr
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4981
1	31

Common Values
Chart

Value	Count	Frequency (%)
0	4981	99.4%
1	31	0.6%

ascendingaorta_aneurysm
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4719
1	293

Common Values
Chart

Value	Count	Frequency (%)
0	4719	94.2%
1	293	5.8%

ascendingaortasurgery_ascending_plus_aortic__valve
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4951
1	61

Common Values
Chart

Value	Count	Frequency (%)
0	4951	98.8%
1	61	1.2%

surg_2
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4760
1	252

Common Values
Chart

Value	Count	Frequency (%)
0	4760	95.0%
1	252	5.0%

others_dot_1_pof
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	5011
1	1

Common Values
Chart

Value	Count	Frequency (%)
0	5011	> 99.9%
1	1	< 0.1%

ascendingaorta_no
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	4622
0	390

Common Values
Chart

Value	Count	Frequency (%)
1	4622	92.2%
0	390	7.8%

previous_stroke_tia
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4862
1	150

Common Values
Chart

Value	Count	Frequency (%)
0	4862	97.0%
1	150	3.0%

redo_a_mitral_valve_repair_failure
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4928
1	84

Common Values
Chart

Value	Count	Frequency (%)
0	4928	98.3%
1	84	1.7%

creatinine
Real number (ℝ_≥0)

Distinct	285
Distinct (%)	5.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	100.9170262
Minimum	35
Maximum	999
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	35
5-th percentile	58
Q1	75
median	88
Q3	106
95-th percentile	168
Maximum	999
Range	964
Interquartile range (IQR)	31

Descriptive statistics

Standard deviation	68.43639964
Coefficient of variation (CV)	0.6781452267
Kurtosis	71.57601608
Mean	100.9170262
Median Absolute Deviation (MAD)	15
Skewness	7.266763062
Sum	505796.1355
Variance	4683.540795
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
85	117	2.3%
88	112	2.2%
80	109	2.2%
76	103	2.1%
82	103	2.1%
78	101	2.0%
77	98	2.0%
75	93	1.9%
86	92	1.8%
83	91	1.8%
Other values (275)	3993	79.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
35	4	0.1%
37	2	< 0.1%
38	1	< 0.1%
39	2	< 0.1%
40	1	< 0.1%

Value	Count	Frequency (%)
999	4	0.1%
998	1	< 0.1%
990	1	< 0.1%
952	1	< 0.1%
949	1	< 0.1%

ascendingaortasurgery_ascending_aorta__plus_mitral_valve
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	5010
1	2

Common Values
Chart

Value	Count	Frequency (%)
0	5010	> 99.9%
1	2	< 0.1%

renalimpairment_0
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	4853
0	159

Common Values
Chart

Value	Count	Frequency (%)
1	4853	96.8%
0	159	3.2%

redo_a_endocarditis
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4960
1	52

Common Values
Chart

Value	Count	Frequency (%)
0	4960	99.0%
1	52	1.0%

aortic_autogreffe
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	5011
1	1

Common Values
Chart

Value	Count	Frequency (%)
0	5011	> 99.9%
1	1	< 0.1%

papsyst
Real number (ℝ_≥0)

Distinct	75
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	42.22314592
Minimum	15
Maximum	125
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	15
5-th percentile	26
Q1	40
median	42.26595446
Q3	42.26595446
95-th percentile	60
Maximum	125
Range	110
Interquartile range (IQR)	2.265954456

Descriptive statistics

Standard deviation	9.980038587
Coefficient of variation (CV)	0.236364164
Kurtosis	6.726591867
Mean	42.22314592
Median Absolute Deviation (MAD)	0
Skewness	1.599911738
Sum	211622.4074
Variance	99.60117019
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
42.26595446	2517	50.2%
30	254	5.1%
40	237	4.7%
35	233	4.6%
50	193	3.9%
45	188	3.8%
25	161	3.2%
55	103	2.1%
60	102	2.0%
38	63	1.3%
Other values (65)	961	19.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
15	2	< 0.1%
16	2	< 0.1%
17	2	< 0.1%
18	3	0.1%
19	4	0.1%

Value	Count	Frequency (%)
125	1	< 0.1%
120	1	< 0.1%
113	1	< 0.1%
110	1	< 0.1%
100	2	< 0.1%

neoplasia_no
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	4607
0	405

Common Values
Chart

Value	Count	Frequency (%)
1	4607	91.9%
0	405	8.1%

smoker_current
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4225
1	787

Common Values
Chart

Value	Count	Frequency (%)
0	4225	84.3%
1	787	15.7%

extracardiac_arteriopathy_lower_limbs
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4773
1	239

Common Values
Chart

Value	Count	Frequency (%)
0	4773	95.2%
1	239	4.8%

copd_untreaded
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4828
1	184

Common Values
Chart

Value	Count	Frequency (%)
0	4828	96.3%
1	184	3.7%

etiology_degenerative_or_dystrophic
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	3528
1	1484

Common Values
Chart

Value	Count	Frequency (%)
0	3528	70.4%
1	1484	29.6%

ascendingaorta_dissection
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4915
1	97

Common Values
Chart

Value	Count	Frequency (%)
0	4915	98.1%
1	97	1.9%

others_no
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	4893
0	119

Common Values
Chart

Value	Count	Frequency (%)
1	4893	97.6%
0	119	2.4%

singlevalvulopathy_ao_stenosis
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	3808
1	1204

Common Values
Chart

Value	Count	Frequency (%)
0	3808	76.0%
1	1204	24.0%

previous_cardiac_surgery_others
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4973
1	39

Common Values
Chart

Value	Count	Frequency (%)
0	4973	99.2%
1	39	0.8%

neoplasia_no_metatstasis
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4958
1	54

Common Values
Chart

Value	Count	Frequency (%)
0	4958	98.9%
1	54	1.1%

redo_a_no
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	4619
0	393

Common Values
Chart

Value	Count	Frequency (%)
1	4619	92.2%
0	393	7.8%

ascendingaortasurgery_ascending_aorta
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4911
1	101

Common Values
Chart

Value	Count	Frequency (%)
0	4911	98.0%
1	101	2.0%

height
Real number (ℝ_≥0)

Distinct	66
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	168.3246824
Minimum	135
Maximum	205
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	135
5-th percentile	152
Q1	162
median	169
Q3	175
95-th percentile	183
Maximum	205
Range	70
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	9.488581661
Coefficient of variation (CV)	0.05637070882
Kurtosis	0.0250862694
Mean	168.3246824
Median Absolute Deviation (MAD)	6
Skewness	-0.01712978894
Sum	843643.3083
Variance	90.03318193
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
170	439	8.8%
160	314	6.3%
165	303	6.0%
175	269	5.4%
180	237	4.7%
172	221	4.4%
168	189	3.8%
173	183	3.7%
178	172	3.4%
169	169	3.4%
Other values (56)	2516	50.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
135	1	< 0.1%
140	9	0.2%
141	4	0.1%
142	4	0.1%
143	2	< 0.1%

Value	Count	Frequency (%)
205	3	0.1%
204	1	< 0.1%
202	1	< 0.1%
200	2	< 0.1%
199	1	< 0.1%

cardiacfailure_1
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4752
1	260

Common Values
Chart

Value	Count	Frequency (%)
0	4752	94.8%
1	260	5.2%

ascendingaortasurgery_ascending_aorta_plus_aortic_valve_repair
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4948
1	64

Common Values
Chart

Value	Count	Frequency (%)
0	4948	98.7%
1	64	1.3%

previous_cardiac_surgery_cabg
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4963
1	49

Common Values
Chart

Value	Count	Frequency (%)
0	4963	99.0%
1	49	1.0%

angorclasseccs_3
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4664
1	348

Common Values
Chart

Value	Count	Frequency (%)
0	4664	93.1%
1	348	6.9%

previous_stroke_hemorragic_stroke
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4975
1	37

Common Values
Chart

Value	Count	Frequency (%)
0	4975	99.3%
1	37	0.7%

neoplasia_metatstasis
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4999
1	13

Common Values
Chart

Value	Count	Frequency (%)
0	4999	99.7%
1	13	0.3%

lvefisotopic
Real number (ℝ_≥0)

Distinct	72
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	55.20807186
Minimum	14
Maximum	91
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	14
5-th percentile	55.26565144
Q1	55.26565144
median	55.26565144
Q3	55.26565144
95-th percentile	55.26565144
Maximum	91
Range	77
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4.426141257
Coefficient of variation (CV)	0.08017199492
Kurtosis	29.80026304
Mean	55.20807186
Median Absolute Deviation (MAD)	0
Skewness	-1.805032484
Sum	276702.8562
Variance	19.59072643
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
55.26565144	4607	91.9%
60	24	0.5%
55	22	0.4%
65	17	0.3%
70	15	0.3%
50	15	0.3%
40	14	0.3%
45	13	0.3%
62	12	0.2%
53	11	0.2%
Other values (62)	262	5.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
14	1	< 0.1%
15	1	< 0.1%
18	1	< 0.1%
19	1	< 0.1%
20	2	< 0.1%

Value	Count	Frequency (%)
91	1	< 0.1%
87	1	< 0.1%
85	2	< 0.1%
84	1	< 0.1%
83	1	< 0.1%

acs_different___larger_than__90_d
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4665
1	347

Common Values
Chart

Value	Count	Frequency (%)
0	4665	93.1%
1	347	6.9%

acs_different___less_than__90_d
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4585
1	427

Common Values
Chart

Value	Count	Frequency (%)
0	4585	91.5%
1	427	8.5%

extracardiac_arteriopathy_previous_vascular_surgery
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4831
1	181

Common Values
Chart

Value	Count	Frequency (%)
0	4831	96.4%
1	181	3.6%

previousembolicevent_thrombosis
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4998
1	14

Common Values
Chart

Value	Count	Frequency (%)
0	4998	99.7%
1	14	0.3%

neurologic_dysfunction_0
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	4856
0	156

Common Values
Chart

Value	Count	Frequency (%)
1	4856	96.9%
0	156	3.1%

ascendingaortasurgery_bentall_bio_plus_rvm_plus_p
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	5011
1	1

Common Values
Chart

Value	Count	Frequency (%)
0	5011	> 99.9%
1	1	< 0.1%

extracardiac_arteriopathy_carotid__larger_than_50_percent_
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4743
1	269

Common Values
Chart

Value	Count	Frequency (%)
0	4743	94.6%
1	269	5.4%

nyhaclass_3
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	3045
1	1967

Common Values
Chart

Value	Count	Frequency (%)
0	3045	60.8%
1	1967	39.2%

polyvalvulopathy_1
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4653
1	359

Common Values
Chart

Value	Count	Frequency (%)
0	4653	92.8%
1	359	7.2%

lv2_0
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	4213
0	799

Common Values
Chart

Value	Count	Frequency (%)
1	4213	84.1%
0	799	15.9%

lv1_1
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4914
1	98

Common Values
Chart

Value	Count	Frequency (%)
0	4914	98.0%
1	98	2.0%

aortic_mechanical
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4314
1	698

Common Values
Chart

Value	Count	Frequency (%)
0	4314	86.1%
1	698	13.9%

others_dot_1_no
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	4784
0	228

Common Values
Chart

Value	Count	Frequency (%)
1	4784	95.5%
0	228	4.5%

mi_1
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	3971
1	1041

Common Values
Chart

Value	Count	Frequency (%)
0	3971	79.2%
1	1041	20.8%

angorclasseccs_1
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4889
1	123

Common Values
Chart

Value	Count	Frequency (%)
0	4889	97.5%
1	123	2.5%

others_pericarditis
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	5002
1	10

Common Values
Chart

Value	Count	Frequency (%)
0	5002	99.8%
1	10	0.2%

weight
Real number (ℝ_≥0)

Distinct	101
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	75.38550144
Minimum	34
Maximum	157
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	34
5-th percentile	52
Q1	65
median	75
Q3	85
95-th percentile	102
Maximum	157
Range	123
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	15.07726967
Coefficient of variation (CV)	0.2000022469
Kurtosis	0.6168675446
Mean	75.38550144
Median Absolute Deviation (MAD)	10
Skewness	0.4644523015
Sum	377832.1332
Variance	227.3240607
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	283	5.6%
70	274	5.5%
75	219	4.4%
60	165	3.3%
65	159	3.2%
85	152	3.0%
68	146	2.9%
72	139	2.8%
78	136	2.7%
90	128	2.6%
Other values (91)	3211	64.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
34	1	< 0.1%
35	2	< 0.1%
36	2	< 0.1%
38	1	< 0.1%
39	2	< 0.1%

Value	Count	Frequency (%)
157	1	< 0.1%
155	1	< 0.1%
140	1	< 0.1%
136	2	< 0.1%
133	1	< 0.1%

triscupid_homograft
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	5010
1	2

Common Values
Chart

Value	Count	Frequency (%)
0	5010	> 99.9%
1	2	< 0.1%

previous_cardiac_surgery_valvular
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4607
1	405

Common Values
Chart

Value	Count	Frequency (%)
0	4607	91.9%
1	405	8.1%

ascendingaortasurgery_bentall_bio_plus_pac
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	5011
1	1

Common Values
Chart

Value	Count	Frequency (%)
0	5011	> 99.9%
1	1	< 0.1%

ascendingaortasurgery_ascending_and_arch
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4980
1	32

Common Values
Chart

Value	Count	Frequency (%)
0	4980	99.4%
1	32	0.6%

redo_0
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	4524
0	488

Common Values
Chart

Value	Count	Frequency (%)
1	4524	90.3%
0	488	9.7%

others_transplantation
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	5011
1	1

Common Values
Chart

Value	Count	Frequency (%)
0	5011	> 99.9%
1	1	< 0.1%

pulmonaryhypertension_1
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4780
1	232

Common Values
Chart

Value	Count	Frequency (%)
0	4780	95.4%
1	232	4.6%

previousangioplasty_0
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	4403
0	609

Common Values
Chart

Value	Count	Frequency (%)
1	4403	87.8%
0	609	12.2%

previousembolicevent_peripheral
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4944
1	68

Common Values
Chart

Value	Count	Frequency (%)
0	4944	98.6%
1	68	1.4%

etiology_inflammatory
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	5005
1	7

Common Values
Chart

Value	Count	Frequency (%)
0	5005	99.9%
1	7	0.1%

aortic_valve_repair
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	5003
1	9

Common Values
Chart

Value	Count	Frequency (%)
0	5003	99.8%
1	9	0.2%

previous_stroke_no
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	4591
0	421

Common Values
Chart

Value	Count	Frequency (%)
1	4591	91.6%
0	421	8.4%

singlevalvulopathy_tricuspid
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4990
1	22

Common Values
Chart

Value	Count	Frequency (%)
0	4990	99.6%
1	22	0.4%

mitral_no
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	3816
0	1196

Common Values
Chart

Value	Count	Frequency (%)
1	3816	76.1%
0	1196	23.9%

redo_a_autre
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4903
1	109

Common Values
Chart

Value	Count	Frequency (%)
0	4903	97.8%
1	109	2.2%

smoker_past
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	3231
1	1781

Common Values
Chart

Value	Count	Frequency (%)
0	3231	64.5%
1	1781	35.5%

diabetes__status_oral_therapy
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4161
1	851

Common Values
Chart

Value	Count	Frequency (%)
0	4161	83.0%
1	851	17.0%

others_dot_1_others
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4871
1	141

Common Values
Chart

Value	Count	Frequency (%)
0	4871	97.2%
1	141	2.8%

others_dot_1_myomectomy
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4993
1	19

Common Values
Chart

Value	Count	Frequency (%)
0	4993	99.6%
1	19	0.4%

others_dot_1_af
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	5011
1	1

Common Values
Chart

Value	Count	Frequency (%)
0	5011	> 99.9%
1	1	< 0.1%

previous_stroke_ischemic_stroke
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4778
1	234

Common Values
Chart

Value	Count	Frequency (%)
0	4778	95.3%
1	234	4.7%

copd_no
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	4559
0	453

Common Values
Chart

Value	Count	Frequency (%)
1	4559	91.0%
0	453	9.0%

recentmi_a_1
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4310
1	702

Common Values
Chart

Value	Count	Frequency (%)
0	4310	86.0%
1	702	14.0%

weightofproc_single_non_cabg
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	3420
1	1592

Common Values
Chart

Value	Count	Frequency (%)
0	3420	68.2%
1	1592	31.8%

ascendingaortasurgery_bentall_bio_plus_rvm
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	5011
1	1

Common Values
Chart

Value	Count	Frequency (%)
0	5011	> 99.9%
1	1	< 0.1%

etiology_others
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4881
1	131

Common Values
Chart

Value	Count	Frequency (%)
0	4881	97.4%
1	131	2.6%

ascendingaortasurgery_bentall_mec
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4872
1	140

Common Values
Chart

Value	Count	Frequency (%)
0	4872	97.2%
1	140	2.8%

on_dialysis_1
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4957
1	55

Common Values
Chart

Value	Count	Frequency (%)
0	4957	98.9%
1	55	1.1%

others_dot_1_congenital
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4989
1	23

Common Values
Chart

Value	Count	Frequency (%)
0	4989	99.5%
1	23	0.5%

weightofproc_2_procedures
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	3930
1	1082

Common Values
Chart

Value	Count	Frequency (%)
0	3930	78.4%
1	1082	21.6%

previousradiotherapy_1
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4919
1	93

Common Values
Chart

Value	Count	Frequency (%)
0	4919	98.1%
1	93	1.9%

urgency_0
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	4733
0	279

Common Values
Chart

Value	Count	Frequency (%)
1	4733	94.4%
0	279	5.6%

etiology_no
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	2519
1	2493

Common Values
Chart

Value	Count	Frequency (%)
0	2519	50.3%
1	2493	49.7%

mitral_valve_repair
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4672
1	340

Common Values
Chart

Value	Count	Frequency (%)
0	4672	93.2%
1	340	6.8%

triscupid_bioprosthesis
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4956
1	56

Common Values
Chart

Value	Count	Frequency (%)
0	4956	98.9%
1	56	1.1%

aa
Real number (ℝ_≥0)

Distinct	34
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.360335196
Minimum	1
Maximum	35
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	7
Q3	16
95-th percentile	25
Maximum	35
Range	34
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	8.597698646
Coefficient of variation (CV)	0.9185246539
Kurtosis	-0.8309492788
Mean	9.360335196
Median Absolute Deviation (MAD)	6
Skewness	0.6465426
Sum	46914
Variance	73.920422
Monotocity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
1	1742	34.8%
4	164	3.3%
17	155	3.1%
8	154	3.1%
12	149	3.0%
10	142	2.8%
9	141	2.8%
18	141	2.8%
15	138	2.8%
5	136	2.7%
Other values (24)	1950	38.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1742	34.8%
2	127	2.5%
3	134	2.7%
4	164	3.3%
5	136	2.7%

Value	Count	Frequency (%)
35	1	< 0.1%
33	3	0.1%
32	8	0.2%
31	13	0.3%
30	18	0.4%

cardiac_rhythm_fa_ou_tsv
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4430
1	582

Common Values
Chart

Value	Count	Frequency (%)
0	4430	88.4%
1	582	11.6%

cirrhosis_pht
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4992
1	20

Common Values
Chart

Value	Count	Frequency (%)
0	4992	99.6%
1	20	0.4%

previousembolicevent_visceral
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4980
1	32

Common Values
Chart

Value	Count	Frequency (%)
0	4980	99.4%
1	32	0.6%

cirrhosis_uncomplicated
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4983
1	29

Common Values
Chart

Value	Count	Frequency (%)
0	4983	99.4%
1	29	0.6%

ascendingaortasurgery_bentall_bio
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4962
1	50

Common Values
Chart

Value	Count	Frequency (%)
0	4962	99.0%
1	50	1.0%

smoker_unknown
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4998
1	14

Common Values
Chart

Value	Count	Frequency (%)
0	4998	99.7%
1	14	0.3%

triscupid_no
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	4421
0	591

Common Values
Chart

Value	Count	Frequency (%)
1	4421	88.2%
0	591	11.8%

smoker_no
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	2582
1	2430

Common Values
Chart

Value	Count	Frequency (%)
0	2582	51.5%
1	2430	48.5%

redo_a_prosthetic_valve_thrombosis
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4975
1	37

Common Values
Chart

Value	Count	Frequency (%)
0	4975	99.3%
1	37	0.7%

others_dissection_type_b
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	5009
1	3

Common Values
Chart

Value	Count	Frequency (%)
0	5009	99.9%
1	3	0.1%

ascendingaortasurgery_ascending_aorta_less_valve_repair
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	5008
1	4

Common Values
Chart

Value	Count	Frequency (%)
0	5008	99.9%
1	4	0.1%

agepat
Real number (ℝ_≥0)

Distinct	75
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	63.53232243
Minimum	18
Maximum	93
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	18
5-th percentile	36
Q1	55
median	65
Q3	74
95-th percentile	83
Maximum	93
Range	75
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	14.09799614
Coefficient of variation (CV)	0.2219027355
Kurtosis	0.1757784335
Mean	63.53232243
Median Absolute Deviation (MAD)	10
Skewness	-0.6622371374
Sum	318424
Variance	198.7534951
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
62	164	3.3%
75	155	3.1%
66	154	3.1%
70	149	3.0%
68	142	2.8%
76	141	2.8%
67	141	2.8%
73	138	2.8%
63	136	2.7%
59	135	2.7%
Other values (65)	3557	71.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
18	4	0.1%
19	6	0.1%
20	7	0.1%
21	6	0.1%
22	12	0.2%

Value	Count	Frequency (%)
93	1	< 0.1%
91	3	0.1%
90	8	0.2%
89	13	0.3%
88	18	0.4%

weightofproc_3_procedures
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4558
1	454

Common Values
Chart

Value	Count	Frequency (%)
0	4558	90.9%
1	454	9.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	df_index	previous_endocarditis_0	redo_a_bioproth_dot__failure	genderpat_a_1	congenitalheartdisease_0	ascendingaortasurgery_no	cabg_0	coronary_artery_disease_no	ulcer_0	tricuspid_1	aortic_no	etiology_rheumatic	angorclasseccs_0	number	coronary_artery_disease_stable_angina	dyslipidemia_1	previousembolicevent_stroke	lvef	coronary_artery_disease_stemi	singlevalvulopathy_org_mr	criticalpreoperativestate_a_0	clearance	weightofproc_isolated_cabg	previous_cardiac_failure_1	arterial_hypertension_1	angorclasseccs_2	extracardiac_arteriopathy_a_0	acs_different___less_than__7_d	previousembolicevent_no	nyhaclass_4	diabetes__status_no	diabetesoninsulin_1	bmi	nyhaclass_1	singlevalvulopathy_mitral_stenosis	mitral_mechanical	cirrhosis_no	singlevalvulopathy_no	aortic_bioprosthesis	ascendingaorta_no	previous_stroke_tia	creatinine	renalimpairment_0	papsyst	neoplasia_no	smoker_current	etiology_degenerative_or_dystrophic	others_no	singlevalvulopathy_ao_stenosis	redo_a_no	height	cardiacfailure_1	lvefisotopic	acs_different___larger_than__90_d	extracardiac_arteriopathy_previous_vascular_surgery	neurologic_dysfunction_0	extracardiac_arteriopathy_carotid__larger_than_50_percent_	nyhaclass_3	lv2_0	lv1_1	others_dot_1_no	mi_1	weight	previous_cardiac_surgery_valvular	redo_0	previousangioplasty_0	previous_stroke_no	mitral_no	redo_a_autre	smoker_past	diabetes__status_oral_therapy	others_dot_1_others	previous_stroke_ischemic_stroke	copd_no	weightofproc_single_non_cabg	etiology_others	weightofproc_2_procedures	urgency_0	etiology_no	mitral_valve_repair	aa	cardiac_rhythm_fa_ou_tsv	triscupid_no	smoker_no	agepat
0	2759	1.0	0.0	1.0	1.0	1.0	1.0	1.0	1.0	0.0	1.0	1.0	1.0	0.0	0.0	0.0	0.0	64.0	0.0	0.0	1.0	73.676571	0.0	1.0	1.0	0.0	1.0	1.0	1.0	1.0	1.0	0.0	24.671053	0.0	1.0	1.0	1.0	0.0	0.0	1.0	0.0	70.0	1.0	30.000000	1.0	0.0	0.0	1.0	0.0	1.0	152.0	1.0	55.265651	0.0	0.0	1.0	0.0	0.0	1.0	0.0	1.0	0.0	57.0	0.0	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	1.0	0.0	1.0	1.0	53.0
1	3166	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	0.0	1.0	1.0	0.0	0.0	1.0	67.0	0.0	0.0	1.0	80.165647	0.0	0.0	1.0	0.0	1.0	1.0	0.0	0.0	1.0	0.0	25.510204	0.0	0.0	1.0	1.0	1.0	0.0	1.0	0.0	85.0	1.0	35.000000	1.0	0.0	0.0	1.0	0.0	0.0	168.0	0.0	55.265651	0.0	0.0	1.0	0.0	1.0	1.0	0.0	1.0	0.0	72.0	1.0	0.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	1.0	1.0	0.0	0.0	1.0	1.0	1.0	0.0	1.0	0.0	0.0	1.0	49.0
2	6689	1.0	0.0	0.0	1.0	1.0	0.0	0.0	1.0	0.0	1.0	0.0	0.0	0.0	1.0	0.0	0.0	50.0	0.0	1.0	1.0	97.747952	0.0	0.0	1.0	1.0	1.0	1.0	1.0	0.0	1.0	0.0	27.444545	0.0	0.0	0.0	1.0	0.0	0.0	1.0	1.0	83.0	1.0	42.265954	1.0	0.0	1.0	1.0	0.0	1.0	188.0	0.0	52.000000	0.0	0.0	1.0	0.0	1.0	1.0	0.0	1.0	0.0	97.0	0.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	1.0	0.0	0.0	1.0	1.0	0.0	1.0	14.0	0.0	1.0	1.0	72.0
3	5773	1.0	0.0	0.0	1.0	1.0	0.0	0.0	1.0	0.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	25.0	1.0	0.0	1.0	71.897938	1.0	0.0	0.0	1.0	1.0	0.0	1.0	0.0	0.0	1.0	34.720883	0.0	0.0	0.0	1.0	1.0	0.0	1.0	0.0	97.0	1.0	42.265954	1.0	0.0	0.0	1.0	0.0	1.0	161.0	0.0	55.265651	1.0	0.0	1.0	0.0	1.0	1.0	1.0	1.0	1.0	90.0	0.0	1.0	0.0	1.0	1.0	0.0	1.0	0.0	0.0	0.0	1.0	0.0	0.0	0.0	1.0	1.0	0.0	19.0	0.0	1.0	0.0	77.0
4	108	1.0	0.0	1.0	1.0	1.0	1.0	1.0	1.0	0.0	1.0	0.0	1.0	2.0	0.0	0.0	0.0	70.0	0.0	1.0	1.0	72.000000	0.0	0.0	1.0	0.0	1.0	1.0	1.0	0.0	1.0	0.0	33.874064	0.0	0.0	1.0	1.0	0.0	0.0	1.0	0.0	104.0	1.0	40.000000	0.0	0.0	0.0	1.0	0.0	0.0	163.0	0.0	55.265651	0.0	0.0	1.0	0.0	1.0	1.0	0.0	0.0	0.0	90.0	1.0	0.0	1.0	1.0	0.0	1.0	0.0	0.0	1.0	0.0	1.0	0.0	1.0	1.0	1.0	0.0	0.0	2.0	0.0	1.0	1.0	60.0
5	1754	1.0	0.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	0.0	0.0	1.0	0.0	0.0	0.0	0.0	75.0	0.0	0.0	1.0	33.573913	0.0	1.0	0.0	0.0	1.0	1.0	1.0	0.0	1.0	0.0	20.700817	1.0	0.0	0.0	1.0	0.0	1.0	1.0	0.0	92.0	1.0	60.000000	1.0	0.0	1.0	1.0	1.0	1.0	163.0	0.0	55.265651	0.0	0.0	1.0	0.0	0.0	1.0	0.0	1.0	0.0	55.0	0.0	1.0	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	1.0	1.0	0.0	0.0	1.0	0.0	0.0	28.0	1.0	1.0	1.0	86.0
6	5011	1.0	0.0	0.0	1.0	1.0	0.0	1.0	1.0	0.0	1.0	0.0	1.0	0.0	0.0	1.0	0.0	27.0	0.0	0.0	1.0	104.960000	1.0	0.0	0.0	0.0	1.0	1.0	1.0	0.0	1.0	0.0	28.088991	1.0	0.0	0.0	1.0	1.0	0.0	1.0	0.0	99.0	1.0	42.265954	1.0	1.0	0.0	1.0	0.0	1.0	177.0	0.0	55.265651	0.0	0.0	1.0	0.0	0.0	1.0	1.0	1.0	0.0	88.0	0.0	1.0	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	1.0	0.0	0.0	0.0	1.0	1.0	0.0	1.0	0.0	1.0	0.0	44.0
7	1351	1.0	0.0	1.0	1.0	1.0	1.0	1.0	1.0	0.0	0.0	0.0	1.0	0.0	0.0	0.0	0.0	60.0	0.0	0.0	1.0	47.040000	0.0	0.0	1.0	0.0	1.0	1.0	1.0	1.0	0.0	0.0	32.812500	0.0	0.0	0.0	1.0	0.0	1.0	1.0	0.0	104.0	1.0	42.265954	1.0	0.0	1.0	1.0	1.0	1.0	160.0	0.0	55.265651	0.0	0.0	1.0	0.0	0.0	1.0	0.0	1.0	0.0	84.0	0.0	1.0	1.0	1.0	1.0	0.0	0.0	1.0	0.0	0.0	1.0	1.0	0.0	0.0	1.0	0.0	0.0	26.0	0.0	1.0	1.0	84.0
8	3961	1.0	0.0	0.0	1.0	1.0	0.0	0.0	1.0	0.0	1.0	0.0	0.0	0.0	1.0	0.0	0.0	72.0	0.0	0.0	1.0	74.918182	1.0	0.0	1.0	1.0	0.0	1.0	1.0	0.0	0.0	1.0	22.598140	1.0	0.0	0.0	1.0	1.0	0.0	1.0	0.0	77.0	1.0	42.265954	0.0	1.0	0.0	1.0	0.0	1.0	176.0	0.0	55.265651	0.0	0.0	1.0	1.0	0.0	1.0	0.0	1.0	0.0	70.0	0.0	1.0	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	1.0	0.0	0.0	0.0	1.0	1.0	0.0	15.0	0.0	1.0	0.0	73.0
9	3820	1.0	0.0	0.0	1.0	1.0	0.0	1.0	1.0	0.0	0.0	0.0	1.0	0.0	0.0	1.0	0.0	60.0	0.0	0.0	1.0	71.832000	0.0	0.0	0.0	0.0	0.0	1.0	1.0	0.0	1.0	0.0	25.559329	0.0	0.0	0.0	1.0	0.0	1.0	1.0	0.0	75.0	1.0	40.000000	1.0	0.0	1.0	1.0	1.0	1.0	169.0	0.0	55.265651	0.0	1.0	1.0	0.0	1.0	1.0	0.0	1.0	0.0	73.0	0.0	1.0	1.0	1.0	1.0	0.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	1.0	1.0	0.0	0.0	22.0	0.0	1.0	0.0	80.0

Last rows

	df_index	previous_endocarditis_0	genderpat_a_1	congenitalheartdisease_0	ascendingaortasurgery_no	cabg_0	coronary_artery_disease_non_stemi	coronary_artery_disease_no	ulcer_0	tricuspid_1	aortic_no	angorclasseccs_0	number	dyslipidemia_1	lvef	coronary_artery_disease_stemi	activeendocarditis_1	singlevalvulopathy_org_mr	criticalpreoperativestate_a_0	clearance	weightofproc_isolated_cabg	previous_cardiac_failure_1	arterial_hypertension_1	extracardiac_arteriopathy_a_0	etiology_endocarditis	acs_different___less_than__7_d	previousembolicevent_no	nyhaclass_4	diabetes__status_no	bmi	nyhaclass_1	mitral_bioprosthesis	cirrhosis_no	singlevalvulopathy_no	aortic_bioprosthesis	ascendingaorta_no	creatinine	renalimpairment_0	redo_a_endocarditis	papsyst	neoplasia_no	smoker_current	extracardiac_arteriopathy_lower_limbs	etiology_degenerative_or_dystrophic	others_no	singlevalvulopathy_ao_stenosis	previous_cardiac_surgery_others	redo_a_no	height	lvefisotopic	acs_different___less_than__90_d	extracardiac_arteriopathy_previous_vascular_surgery	neurologic_dysfunction_0	nyhaclass_3	lv2_0	aortic_mechanical	others_dot_1_no	mi_1	weight	redo_0	pulmonaryhypertension_1	previousangioplasty_0	previous_stroke_no	mitral_no	smoker_past	diabetes__status_oral_therapy	copd_no	recentmi_a_1	weightofproc_single_non_cabg	ascendingaortasurgery_bentall_mec	on_dialysis_1	weightofproc_2_procedures	urgency_0	etiology_no	mitral_valve_repair	aa	triscupid_no	smoker_no	agepat	weightofproc_3_procedures
5002	5334	1.0	1.0	1.0	1.0	0.0	1.0	0.0	1.0	0.0	1.0	1.0	0.0	1.0	40.0	0.0	0.0	0.0	1.0	44.236279	1.0	0.0	1.0	1.0	0.0	0.0	1.0	0.0	1.0	24.218750	0.0	0.0	1.0	1.0	0.0	1.0	86.0	1.0	0.0	35.000000	1.0	0.0	0.0	0.0	1.0	0.0	0.0	1.0	160.0	55.265651	1.0	0.0	1.0	1.0	0.0	0.0	1.0	1.0	62.0	1.0	0.0	1.0	1.0	1.0	0.0	0.0	1.0	1.0	0.0	0.0	0.0	0.0	1.0	1.0	0.0	23.0	1.0	1.0	81.0	0.0
5003	466	1.0	0.0	1.0	0.0	1.0	0.0	1.0	1.0	0.0	0.0	1.0	1.0	0.0	65.0	0.0	1.0	0.0	1.0	125.838462	0.0	0.0	0.0	1.0	0.0	1.0	1.0	0.0	1.0	23.661439	0.0	0.0	1.0	1.0	0.0	1.0	65.0	1.0	1.0	42.265954	1.0	0.0	0.0	0.0	1.0	0.0	1.0	0.0	172.0	55.265651	0.0	0.0	1.0	1.0	1.0	1.0	1.0	0.0	70.0	0.0	0.0	1.0	1.0	1.0	0.0	0.0	1.0	0.0	0.0	1.0	0.0	0.0	1.0	1.0	0.0	1.0	1.0	1.0	45.0	1.0
5004	6265	1.0	0.0	1.0	1.0	0.0	1.0	0.0	0.0	0.0	1.0	1.0	0.0	1.0	35.0	0.0	0.0	0.0	1.0	63.356604	1.0	1.0	1.0	0.0	0.0	0.0	1.0	0.0	1.0	22.491349	0.0	0.0	1.0	1.0	0.0	1.0	106.0	1.0	0.0	28.000000	1.0	1.0	0.0	0.0	1.0	0.0	0.0	1.0	170.0	33.000000	1.0	1.0	1.0	1.0	0.0	0.0	1.0	1.0	65.0	1.0	0.0	1.0	1.0	1.0	0.0	0.0	1.0	1.0	0.0	0.0	0.0	0.0	1.0	1.0	0.0	1.0	1.0	0.0	56.0	0.0
5005	5734	1.0	0.0	1.0	1.0	0.0	0.0	0.0	1.0	0.0	1.0	1.0	0.0	1.0	40.0	1.0	0.0	0.0	1.0	96.034615	1.0	0.0	0.0	1.0	0.0	0.0	1.0	0.0	1.0	22.857143	1.0	0.0	1.0	1.0	0.0	1.0	78.0	1.0	0.0	42.265954	1.0	0.0	0.0	0.0	1.0	0.0	0.0	1.0	175.0	55.265651	1.0	0.0	1.0	0.0	0.0	0.0	1.0	1.0	70.0	1.0	0.0	0.0	1.0	1.0	0.0	0.0	1.0	1.0	0.0	0.0	0.0	0.0	1.0	1.0	0.0	1.0	1.0	1.0	53.0	0.0
5006	3092	1.0	0.0	1.0	1.0	1.0	0.0	1.0	1.0	1.0	1.0	1.0	0.0	0.0	60.0	0.0	0.0	1.0	1.0	43.373684	0.0	0.0	0.0	0.0	0.0	1.0	1.0	1.0	1.0	19.531250	0.0	0.0	1.0	0.0	0.0	1.0	95.0	1.0	0.0	70.000000	1.0	0.0	1.0	1.0	1.0	0.0	0.0	1.0	160.0	55.265651	0.0	0.0	1.0	0.0	1.0	0.0	1.0	0.0	50.0	1.0	1.0	1.0	1.0	0.0	1.0	0.0	1.0	0.0	0.0	0.0	0.0	1.0	1.0	0.0	1.0	15.0	0.0	0.0	73.0	0.0
5007	3772	1.0	1.0	1.0	1.0	0.0	0.0	1.0	1.0	0.0	0.0	1.0	0.0	1.0	73.0	0.0	0.0	0.0	1.0	49.739130	0.0	0.0	0.0	1.0	0.0	1.0	1.0	0.0	1.0	24.444444	0.0	0.0	1.0	0.0	1.0	1.0	69.0	1.0	0.0	33.000000	1.0	0.0	0.0	1.0	1.0	1.0	0.0	1.0	150.0	55.265651	0.0	0.0	1.0	1.0	1.0	0.0	1.0	0.0	55.0	1.0	0.0	0.0	1.0	1.0	0.0	0.0	1.0	0.0	0.0	0.0	0.0	1.0	1.0	0.0	0.0	22.0	1.0	1.0	80.0	0.0
5008	5191	1.0	0.0	1.0	1.0	0.0	1.0	0.0	1.0	0.0	1.0	1.0	0.0	1.0	45.0	0.0	0.0	0.0	1.0	71.629412	1.0	0.0	1.0	1.0	0.0	1.0	1.0	0.0	1.0	25.351541	1.0	0.0	1.0	1.0	0.0	1.0	85.0	1.0	0.0	45.000000	1.0	0.0	0.0	0.0	1.0	0.0	0.0	1.0	172.0	55.265651	0.0	0.0	1.0	0.0	0.0	0.0	1.0	1.0	75.0	1.0	0.0	1.0	1.0	1.0	1.0	0.0	1.0	1.0	0.0	0.0	0.0	0.0	1.0	1.0	0.0	16.0	1.0	0.0	74.0	0.0
5009	5226	1.0	1.0	1.0	1.0	0.0	0.0	0.0	1.0	0.0	1.0	1.0	0.0	0.0	35.0	1.0	0.0	0.0	1.0	65.481481	1.0	0.0	1.0	1.0	0.0	1.0	1.0	0.0	1.0	34.484158	1.0	0.0	1.0	1.0	0.0	1.0	108.0	1.0	0.0	42.265954	1.0	0.0	0.0	0.0	1.0	0.0	0.0	1.0	157.0	55.265651	0.0	0.0	1.0	0.0	0.0	0.0	1.0	1.0	85.0	1.0	0.0	1.0	1.0	1.0	0.0	0.0	1.0	1.0	0.0	0.0	0.0	0.0	1.0	1.0	0.0	2.0	1.0	1.0	60.0	0.0
5010	5390	1.0	1.0	1.0	1.0	0.0	0.0	0.0	1.0	0.0	1.0	1.0	0.0	0.0	62.0	1.0	0.0	0.0	1.0	52.000000	1.0	0.0	1.0	1.0	0.0	0.0	1.0	0.0	0.0	25.631167	0.0	0.0	1.0	1.0	0.0	1.0	78.0	1.0	0.0	25.000000	1.0	0.0	0.0	0.0	1.0	0.0	0.0	1.0	153.0	55.265651	1.0	0.0	1.0	1.0	1.0	0.0	1.0	1.0	60.0	1.0	0.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	0.0	0.0	0.0	0.0	1.0	1.0	0.0	17.0	1.0	0.0	75.0	0.0
5011	860	0.0	0.0	1.0	1.0	1.0	0.0	1.0	1.0	0.0	1.0	1.0	0.0	1.0	70.0	0.0	1.0	1.0	1.0	14.295849	0.0	0.0	1.0	0.0	1.0	1.0	1.0	0.0	0.0	25.249337	1.0	1.0	1.0	0.0	0.0	1.0	530.0	0.0	0.0	48.000000	1.0	0.0	1.0	0.0	1.0	0.0	0.0	1.0	178.0	55.265651	0.0	0.0	0.0	0.0	1.0	0.0	1.0	0.0	80.0	1.0	0.0	1.0	1.0	0.0	0.0	1.0	1.0	0.0	1.0	0.0	1.0	0.0	1.0	0.0	0.0	5.0	1.0	1.0	63.0	0.0

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows